I prefer thinking of it as the "A-Hunting We Will Go" version, as when Omar whistles it, he is out hunting.
Season 2 gets a bad rap because of its change in setting, but involved a very good story with good development of plenty of characters outside of the docks. Probably not my favorite, but not as weak as season 5.